Sign4all: A Low-Cost Application for Deaf People Communication
Empreu sempre aquest identificador per citar o enllaçar aquest ítem
http://hdl.handle.net/10045/137062
| Títol: | Sign4all: A Low-Cost Application for Deaf People Communication |
|---|---|
| Autors: | Morillas-Espejo, Francisco | Martinez-Martin, Ester |
| Grups d'investigació o GITE: | Robótica y Visión Tridimensional (RoViT) |
| Centre, Departament o Servei: | Universidad de Alicante. Departamento de Ciencia de la Computación e Inteligencia Artificial |
| Paraules clau: | Virtual avatar | Sign language | Computer vision | Teaching system |
| Data de publicació: | 6-de setembre-2023 |
| Editor: | IEEE |
| Citació bibliogràfica: | IEEE Access. 2023, 11: 98776-98786. https://doi.org/10.1109/ACCESS.2023.3312636 |
| Resum: | One of the main barriers for deaf people is communication due to the lack of understanding between them and the hearing society. This fact can considerably affect their daily life by leading to their social exclusion. On the way to an inclusive society, this paper presents a low-cost application to assist people to communicate by means of the Sign Language alphabet. For that, this application includes two functionalities: (1) a Sign Language recognizer, which is in charge of typing the letters being signed by deaf people; and, (2) a virtual avatar signing what is written letter by letter. So, a comparative analysis of different techniques resulted in an accuracy of 79.96% when using the Convolutional Neural Network ResNet50 for sign recognition from an RGB image. |
| Patrocinadors: | This work has been funded by a PhD grant under the reference UAFPU21-78 from the University of Alicante (Spain). |
| URI: | http://hdl.handle.net/10045/137062 |
| ISSN: | 2169-3536 |
| DOI: | 10.1109/ACCESS.2023.3312636 |
| Idioma: | eng |
| Tipus: | info:eu-repo/semantics/article |
| Drets: | This work is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License. For more information, see https://creativecommons.org/licenses/by-nc-nd/4.0/ |
| Revisió científica: | si |
| Versió de l'editor: | https://doi.org/10.1109/ACCESS.2023.3312636 |
| Apareix a la col·lecció: | INV - RoViT - Artículos de Revistas |
Arxius per aquest ítem:
| Arxiu | Descripció | Tamany | Format | |
|---|---|---|---|---|
 Morillas-Espejo_Martinez-Martin_2023_IEEEAccess.pdf | 1,73 MB | Adobe PDF | Obrir Vista prèvia | |
Veure citacions a Google Académic
Aquest ítem està subjecte a una llicència de Creative Commons Llicència Creative Commons
